CPS: Small: Collaborative Research: RUI: Towards Efficient and Secure Agricultural Information Collection Using a Multi-Robot System
CPS: Small: Collaborative Research: RUI: Towards Efficient and Secure Agricultural Information Collection Using a Multi-Robot System
批准号:
1931767
负责人:
Ladislau Boloni
金额:
$13.5万
依托单位国家:
美国
项目类别:
Standard Grant
财政年份:
2020
资助国家:
美国
项目状态:
未结题
起止时间:
2020-03-01 至 2025-02-28
中文摘要
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英文摘要
With the growing world population and diminishing agricultural lands, it becomes imperative to maximize crop yield by protecting crop health and mitigating against pests and diseases. Though there are decades-old practices still in place, there is also growing adoption of so-called precision agriculture solutions, which employ emerging technologies in sensing, automation, and analytics in daily farmland operations. As farmers gain real-time access to critical data (e.g., land and weather conditions) and can quickly share any untoward findings with others, farmland operations are morphing into full-fledged cyber-physical systems. To this end, this project seeks to develop, implement and evaluate a multi-robot agricultural information collection system that is autonomous, efficient and secure.This project led by the University of North Florida (UNF) and supported by the University of Central Florida (UCF) has two main goals: (i) develop and implement novel information collection techniques for autonomous mobile robots that collect, store and share data in an efficient yet secure manner using blockchain,and (ii)and to train undergraduate and graduate students to conduct basic and applied research while closely working with local farmland partners in north-east Florida. Current technologies already use robots for agricultural purposes, but they typically have a high maintenance cost and do not necessarily consider issues related to security and data integrity. The primary objective is to design and deploy a set of autonomous robots that communicate wirelessly and navigate through planned paths in order to collect valuable data. This project will also consider the threat of security attacks by which collected data can be corrupted; seeking new distributed blockchain-based consensus protocols that mitigate the adversarial influence of such attacks. This project also contains a significant research and education component leveraging the leadership of UNF in the context of a primarily undergraduate institution (RUI). Being predominantly an undergraduate institution, there is a lack of opportunity for pursuing higher degrees in the Jacksonville area. This project aligns with an established Memorandum of Understanding (MoU) between UNF and UCF to provide a conduit for computing/engineering students to pursue M.S. degrees at UNF that feed seamlessly into Ph.D. programs at UCF. Students will benefit from the new robotics course to be developed at UNF and the ones being offered at UCF. Research progress will be showcased via technical workshops at both institutions to be held annually. Developed solutions are expected to transfer to other cyber-physical system applications, including search and rescue, patrolling, advanced manufacturing, among others. Most broadly, this project will raise awareness among today's teenagers and young adults of the impending agricultural crisis if worldwide food production falls even further behind meeting demands of an increasing global population.This award reflects NSF's statutory mission and has been deemed worthy of support through evaluation using the Foundation's intellectual merit and broader impacts review criteria.
期刊论文(9)
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DOI:
10.1109/smc53992.2023.10394444
发表时间:
2023-10
期刊:
2023 IEEE International Conference on Systems, Man, and Cybernetics (SMC)
影响因子:
--
作者:
[Tamim Khatib;O. P. Kreidl;Ayan Dutta;Ladislau Bölöni;Swapnoneel Roy]
通讯作者:
Tamim Khatib;O. P. Kreidl;Ayan Dutta;Ladislau Bölöni;Swapnoneel Roy
DOI:
10.1109/globecom54140.2023.10437189
发表时间:
2023-12
期刊:
GLOBECOM 2023 - 2023 IEEE Global Communications Conference
影响因子:
--
作者:
[D. Turgut;O. P. Kreidl;Ayan Dutta;Ladislau Bölöni]
通讯作者:
D. Turgut;O. P. Kreidl;Ayan Dutta;Ladislau Bölöni
Secure Multi-Robot Adaptive Information Sampling
安全多机器人自适应信息采样
DOI:
10.1109/ssrr53300.2021.9597867
发表时间:
2021
期刊:
and Rescue Robotics (SSRR
影响因子:
--
作者:
[Samman, Tamim, Spearman, James, Dutta, Ayan, Kreidl, O. Patrick, Roy, Swapnoneel, Boloni, Ladislau]
通讯作者:
Boloni, Ladislau
Exploring the Tradeoffs Between Systematic and Random Exploration in Mobile Sensors
探索移动传感器系统探索和随机探索之间的权衡
DOI:
10.1145/3616388.3617524
发表时间:
2023
期刊:
ACM
影响因子:
--
作者:
[Matloob, Samuel, Dutta, Ayan, Kreidl, Patrick, Turgut, Damla, Bölöni, Ladislau]
通讯作者:
Bölöni, Ladislau
Multi-robot Information Sampling Using Deep Mean Field Reinforcement Learning
使用深度平均场强化学习的多机器人信息采样
DOI:
10.1109/smc52423.2021.9658795
发表时间:
2021
期刊:
and Cybernetics (SMC
影响因子:
--
作者:
[Said, Tuffa, Wolbert, Jeffery, Khodadadeh, Siavash, Dutta, Ayan, Kreidl, O. Patrick, Boloni, Ladislau, Roy, Swapnoneel]
通讯作者:
Roy, Swapnoneel
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